{"id":"W4380730394","doi":"10.5489/cuaj.8416","title":"Poster Session 8: Training/Education, Technology","year":2023,"lang":"en","type":"article","venue":"Canadian Urological Association Journal","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Queen's University; Bayer Canada; Sexual Medicine Society of North America; Kenyon College","keywords":"Session (web analytics); Training (meteorology); Computer science; Medical education; Psychology; Medicine; World Wide Web; Physics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002002369,0.001576122,0.0008527251,0.001806053,0.001485869,0.004484112,0.001218815,0.003340226,0.4970601],"category_scores_gemma":[0.001749594,0.0003382771,0.0008109173,0.001040659,0.0004616972,0.002236138,0.005359035,0.002404352,0.3170775],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009900343,"about_ca_system_score_gemma":0.001796295,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004939095,"about_ca_topic_score_gemma":0.001123618,"domain_scores_codex":[0.9986313,0.0002084956,0.00009463338,0.0002872451,0.0005113715,0.0002668426],"domain_scores_gemma":[0.9980189,0.0001093374,0.00006923695,0.0001198276,0.0006106997,0.001072073],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002193702,0.0002426538,0.0004137363,0.0006004115,0.00001632773,0.0001390064,0.0001508797,0.000174265,0.003122371,0.00202335,0.7414116,0.2514861],"study_design_scores_gemma":[0.00003238435,0.0002201309,0.001464023,0.0003361675,0.0000092316,0.0002029479,0.0001377653,0.0001625282,0.0007086465,0.001419446,0.9952925,0.00001430727],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.006954722,0.01444787,0.01384739,0.02971442,0.06745037,0.001467371,0.003769458,0.003166028,0.8591824],"genre_scores_gemma":[0.01842696,0.00800342,0.005060675,0.00376443,0.01554263,0.0006359723,0.002297873,0.0006570886,0.945611],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5029398,"threshold_uncertainty_score":0.7173827,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01677842451151364,"score_gpt":0.2623150670503951,"score_spread":0.2455366425388815,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}